huge commit. assistant code is now semifunctional
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149
frontend/core.py
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149
frontend/core.py
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from vad_recorder import VADRecorder
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from tts_stream import TTSStream
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from faster_whisper import WhisperModel
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import torch
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import time
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import numpy as np
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class Core:
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def __init__(self, whisper_model_name = "large-v3"):
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self.device = "cuda" if torch.cuda.is_available() else "cpu"
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print("\n=======================================")
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print(f"Using {self.device.capitalize()} for:")
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print(" - Faster Whisper")
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print(" - TTS")
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print("=======================================\n")
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print("Loading Whisper model... ", end="")
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self.whisper_model = WhisperModel(whisper_model_name, device=self.device, compute_type="float16")
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print("Done!")
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# VADRecorder and TTSStream have their own console loading messages
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self.vad_rec = VADRecorder()
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self.tts = TTSStream(device=self.device)
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def set_order_settings(self, phone_number, order_items, delivery_address):
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self.phone_number = phone_number
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self.order_items = order_items
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self.delivery_address = delivery_address
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def set_speech_recog_settings(self, speech_recog_timeout, audio_input_device_name, audio_output_device_name, window_size_sec, vad_threshold, min_silence_duration_ms, speech_pad_ms):
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self.speech_recog_timeout = speech_recog_timeout
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self.audio_input_device_name = audio_input_device_name
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self.audio_output_device_name = audio_output_device_name
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self.window_size_sec = window_size_sec
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self.vad_threshold = vad_threshold
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self.min_silence_duration_ms = min_silence_duration_ms
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self.speech_pad_ms = speech_pad_ms
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def set_tts_settings(self, speaker_wav):
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self.speaker_wav = speaker_wav
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def assistant_start(self):
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print("Starting assistant...")
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print("Setting TTS speaker... ", end="")
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self.tts.change_speaker(self.speaker_wav)
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print("Done!")
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print("Starting VAD recording thread... ", end="")
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self.vad_rec.start_vad_recorder(
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target_device_name = self.audio_input_device_name,
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window_size_sec = self.window_size_sec,
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vad_threshold = self.vad_threshold,
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min_silence_duration_ms = self.min_silence_duration_ms,
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speech_pad_ms = self.speech_pad_ms
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)
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print("Done!")
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print("LISTENING!!!")
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last_recog_time = time.perf_counter()
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speech_recog_text = ""
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self.assistant_running = True
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while self.assistant_running:
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if self.vad_rec.speech:
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last_recog_time = time.perf_counter()
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if len(self.vad_rec.audios_for_whisper) > 0:
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#stream_out.write(audios_for_whisper.pop(0))
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audio = np.array(self.vad_rec.audios_for_whisper.pop(0), dtype=np.float32)
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segments, _ = self.whisper_model.transcribe(audio, language="pl")
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if not self.assistant_running:
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break
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text = "".join([segment.text for segment in segments])
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#speech_recog_text += " " if len(speech_recog_text) else "" + text
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if len(text) == 0:
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continue
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if not text[-1] in ".,!?":
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text += "."
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speech_recog_text += text.strip() + "\n"
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print("=========================================")
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print(text)
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last_recog_time = time.perf_counter()
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elif time.perf_counter() - last_recog_time > self.speech_recog_timeout and len(speech_recog_text) > 0:
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speech_recog_text = speech_recog_text.strip()
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print("=========================================\n\n")
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print("-----------------------------------------")
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print("!!!!!!!!!! SENDING TO CHATGPT !!!!!!!!!!!")
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print("-----------------------------------------")
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print(speech_recog_text)
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print("-----------------------------------------\n\n")
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time.sleep(1) # fake chatgpt delay
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gpt_response = "czat dżi pi ti plejsholder 1 2 3"
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if not self.assistant_running:
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break
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speech_recog_text = ""
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# tts
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print("Speech synthesis stream started!")
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self.tts.tts_speak(gpt_response)
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#print(len(audios_for_whisper), time.perf_counter() - last_recog_time, len(speech_recog_text))
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time.sleep(0.01)
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# set assistant_running back to True to indicate that the loop has exited
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def assistant_stop(self):
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print("Stopping assistant... ", end="")
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self.assistant_running = False
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self.vad_rec.stop_vad_recorder()
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print("Done!")
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